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Market Risk Insights

Professional Updated 2026.08.29

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About this skill

Problem

  • Market risk judgments are scattered across quotes, valuations, funding flows, and macro sentiment. Looking at one indicator in isolation can be misleading, and manually compiling cross-market data with source tracking is time-consuming.

How It Works

  • The skill runs a two-stage workflow on the Hengsheng Juyuan MCP financial database: Phase 1 data collection and Phase 2 risk analysis.
  • It covers equity, bond, commodity, and overseas markets, collecting index prices, valuation percentiles, margin trading, northbound flows, credit spreads, commodity sectors, FX, US Treasuries, and industry rotation.
  • Phase 1 only collects data and records timestamps and sources; failed points are retried once and then marked null without blocking the pipeline.
  • Phase 2 applies rule-based and composite scoring to assign low, medium, or high risk levels, with upgrades for persistent main outflows, rapid margin balance declines, and sustained northbound outflows.
  • It outputs MD, HTML, and PDF reports, generates a risk heatmap, and enforces one-to-one footnote mapping to the data source table.

Boundaries

  • Best for daily risk snapshots, allocation context, and anomaly monitoring; not for real-time trade signals or single-stock diagnosis.
  • Results depend on the quality of MCP API data; missing values are marked null rather than invented.
  • Risk levels are rule-based judgments and should be used within your own investment constraints and compliance process.

Use Cases

  • Produce a daily all-market risk snapshot before morning meetings, checking abnormal signals in equity, bond, commodity, and overseas markets.
  • Prepare add, reduce, or hold position suggestions for weekly portfolio reviews using current risk levels.
  • Monitor northbound flows, main net buying, and margin balance changes to identify signals that may raise risk levels.
  • Generate date-scoped A-share or bond-only risk analysis reports with a data-source table.

Best For

  • Quantitative researchers who need a daily all-market risk snapshot for investment managers before morning meetings.
  • Fund or investment managers who need position-adjustment suggestions based on risk levels during weekly reviews.
  • Risk monitoring staff who track abnormal changes in northbound flows, main net buying, and margin balances.
  • Research analysts who need to consolidate equity, bond, commodity, and overseas market risk into reports.